This AI paper from DeepSeek-AI Explores How DeepSeek-V3 Delivers High-Performance Language Modeling by Minimizing Hardware Overhead and Maximizing Computational Efficiency

This AI paper from DeepSeek-AI Explores How DeepSeek-V3 Delivers High-Performance Language Modeling by Minimizing Hardware Overhead and Maximizing Computational Efficiency

The growth in developing and deploying large language models (LLMs) is closely tied to architectural innovations, large-scale datasets, and hardware improvements. Models like DeepSeek-V3, GPT-4o, Claude 3.5 Sonnet, and LLaMA-3 have demonstrated how scaling enhances reasoning and dialogue capabilities. However, as their performance increases, so do computing, memory, and communication bandwidth demands, placing substantial strain…

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A high-performance current source

A high-performance current source

The ever innovative and prolific Mr. Woodward has offered “PWM-programmed LM317 constant current source,” an intriguing programmable constant current source which elicited a lively conversation in its comments section. A Zen paradox arose: if the addition of a capacitor between ground and the LM317 ADJ pin reduces the power supply-induced ripple current delivered to the…

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How AI is changing the game for high-performance SoC designs

How AI is changing the game for high-performance SoC designs

The need for intelligent interconnect solutions has become critical as the scale, complexity, and customizability of today’s systems-on-chip (SoC) continue to increase. Traditional network-on-chip (NoC) technologies have played a vital role in addressing connectivity and data movement challenges, but the growing intricacy of designs necessitates a more advanced approach. Especially, when high-end SoC designs are…

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RRAM: Non-volatile memory for high-performance embedded applications

RRAM: Non-volatile memory for high-performance embedded applications

Non-volatile memory is an important component in a wide range of high-performance embedded applications. Especially, many consumer, industrial, and medical applications need increased re-writability to support both more frequent code updates as well as increased data logging. These applications require greater memory density to store either a substantially larger code footprint and/or more extensive data…

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